Dataset statistics
| Number of variables | 9 |
|---|---|
| Number of observations | 13104 |
| Missing cells | 24 |
| Missing cells (%) | < 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 921.5 KiB |
| Average record size in memory | 72.0 B |
Variable types
| DateTime | 1 |
|---|---|
| Numeric | 8 |
h_al_princ_th is highly overall correlated with h_al_prod_th and 2 other fields | High correlation |
h_al_prod_th is highly overall correlated with h_al_princ_th and 1 other fields | High correlation |
h_bio_th is highly overall correlated with h_al_princ_th and 1 other fields | High correlation |
h_cent_th is highly overall correlated with h_al_princ_th and 2 other fields | High correlation |
datetime_th has unique values | Unique |
Reproduction
| Analysis started | 2024-10-12 18:11:18.078010 |
|---|---|
| Analysis finished | 2024-10-12 18:11:22.579024 |
| Duration | 4.5 seconds |
| Software version | ydata-profiling v0.0.dev0 |
| Download configuration | config.json |
datetime_th
Date
UNIQUE 
| Distinct | 13104 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 102.5 KiB |
| Minimum | 2023-03-14 23:00:00+00:00 |
|---|---|
| Maximum | 2024-09-10 22:00:00+00:00 |
Histogram with fixed size bins (bins=50)
t_bio_th
Real number (ℝ)
| Distinct | 6619 |
|---|---|
| Distinct (%) | 50.5% |
| Missing | 3 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.945667 |
| Minimum | 11.207923 |
|---|---|
| Maximum | 39.573353 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 102.5 KiB |
Quantile statistics
| Minimum | 11.207923 |
|---|---|
| 5-th percentile | 12.465285 |
| Q1 | 18.338572 |
| median | 19.634083 |
| Q3 | 21.669557 |
| 95-th percentile | 24.714569 |
| Maximum | 39.573353 |
| Range | 28.36543 |
| Interquartile range (IQR) | 3.3309851 |
Descriptive statistics
| Standard deviation | 4.2080687 |
|---|---|
| Coefficient of variation (CV) | 0.21097658 |
| Kurtosis | 4.9853672 |
| Mean | 19.945667 |
| Median Absolute Deviation (MAD) | 1.5884876 |
| Skewness | 1.3401201 |
| Sum | 261308.19 |
| Variance | 17.707842 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 18.82839394 | 69 | 0.5% |
| 19.97589111 | 60 | 0.5% |
| 20.02471924 | 59 | 0.5% |
| 18.7795639 | 53 | 0.4% |
| 20.00030518 | 52 | 0.4% |
| 20.03692818 | 52 | 0.4% |
| 18.14325333 | 51 | 0.4% |
| 19.12137222 | 50 | 0.4% |
| 18.889431 | 49 | 0.4% |
| 18.10663223 | 49 | 0.4% |
| Other values (6609) | 12557 |
| Value | Count | Frequency (%) |
| 11.20792294 | 1 | < 0.1% |
| 11.24454498 | 1 | < 0.1% |
| 11.25675201 | 1 | < 0.1% |
| 11.32999706 | 2 | < 0.1% |
| 11.36661911 | 1 | < 0.1% |
| 11.37882614 | 2 | < 0.1% |
| 11.39103413 | 5 | |
| 11.42765617 | 1 | < 0.1% |
| 11.4398632 | 5 | |
| 11.45207024 | 4 |
| Value | Count | Frequency (%) |
| 39.57335281 | 2 | |
| 39.43907166 | 3 | |
| 39.31699753 | 3 | |
| 39.23154449 | 1 | < 0.1% |
| 39.20713043 | 1 | < 0.1% |
| 39.1949234 | 2 | |
| 39.09726334 | 1 | < 0.1% |
| 39.0850563 | 1 | < 0.1% |
| 39.07284927 | 3 | |
| 39.0118103 | 1 | < 0.1% |
h_bio_th
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 10749 |
|---|---|
| Distinct (%) | 82.1% |
| Missing | 4 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 59.758269 |
| Minimum | 17.899105 |
|---|---|
| Maximum | 93.908478 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 102.5 KiB |
Quantile statistics
| Minimum | 17.899105 |
|---|---|
| 5-th percentile | 34.754897 |
| Q1 | 46.750788 |
| median | 61.750085 |
| Q3 | 71.920933 |
| 95-th percentile | 83.494193 |
| Maximum | 93.908478 |
| Range | 76.009373 |
| Interquartile range (IQR) | 25.170145 |
Descriptive statistics
| Standard deviation | 15.538909 |
|---|---|
| Coefficient of variation (CV) | 0.26002943 |
| Kurtosis | -0.9043572 |
| Mean | 59.758269 |
| Median Absolute Deviation (MAD) | 11.777012 |
| Skewness | -0.14107179 |
| Sum | 782833.33 |
| Variance | 241.45769 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 72.89346313 | 14 | 0.1% |
| 72.47840881 | 13 | 0.1% |
| 72.28308868 | 13 | 0.1% |
| 73.13761139 | 11 | 0.1% |
| 73.30850983 | 11 | 0.1% |
| 72.77138519 | 11 | 0.1% |
| 71.55064392 | 11 | 0.1% |
| 71.96569824 | 10 | 0.1% |
| 73.67473602 | 10 | 0.1% |
| 72.64931488 | 10 | 0.1% |
| Other values (10739) | 12986 |
| Value | Count | Frequency (%) |
| 17.89910507 | 1 | |
| 18.68037987 | 1 | |
| 19.07101631 | 1 | |
| 19.601798 | 1 | |
| 19.94994926 | 1 | |
| 20.30066389 | 1 | |
| 20.45119954 | 1 | |
| 20.60577625 | 1 | |
| 20.74790183 | 1 | |
| 21.61015701 | 1 |
| Value | Count | Frequency (%) |
| 93.90847834 | 1 | |
| 93.82305145 | 1 | |
| 93.66567732 | 1 | |
| 93.50294156 | 1 | |
| 93.31034088 | 1 | |
| 93.15881296 | 1 | |
| 93.04177856 | 1 | |
| 92.876893 | 1 | |
| 92.7724615 | 1 | |
| 92.72133739 | 1 |
t_cent_th
Real number (ℝ)
| Distinct | 7062 |
|---|---|
| Distinct (%) | 53.9% |
| Missing | 3 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.225364 |
| Minimum | 14.017152 |
|---|---|
| Maximum | 38.340405 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 102.5 KiB |
Quantile statistics
| Minimum | 14.017152 |
|---|---|
| 5-th percentile | 18.192083 |
| Q1 | 19.103062 |
| median | 20.537432 |
| Q3 | 22.182369 |
| 95-th percentile | 29.303873 |
| Maximum | 38.340405 |
| Range | 24.323253 |
| Interquartile range (IQR) | 3.0793074 |
Descriptive statistics
| Standard deviation | 3.3489466 |
|---|---|
| Coefficient of variation (CV) | 0.15778041 |
| Kurtosis | 6.7804075 |
| Mean | 21.225364 |
| Median Absolute Deviation (MAD) | 1.5211966 |
| Skewness | 2.3633703 |
| Sum | 278073.5 |
| Variance | 11.215444 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 18.6559639 | 59 | 0.5% |
| 18.70479393 | 51 | 0.4% |
| 18.50947571 | 49 | 0.4% |
| 20.52522278 | 45 | 0.3% |
| 18.75514984 | 44 | 0.3% |
| 18.74141693 | 43 | 0.3% |
| 18.6925869 | 43 | 0.3% |
| 18.53389168 | 43 | 0.3% |
| 18.71700096 | 42 | 0.3% |
| 18.64375687 | 41 | 0.3% |
| Other values (7052) | 12641 |
| Value | Count | Frequency (%) |
| 14.01715183 | 1 | |
| 14.62752151 | 1 | |
| 14.96932888 | 1 | |
| 15.17685509 | 1 | |
| 15.29892921 | 1 | |
| 15.48203945 | 1 | |
| 16.1168251 | 1 | |
| 16.23889923 | 1 | |
| 16.27552032 | 1 | |
| 16.31214333 | 1 |
| Value | Count | Frequency (%) |
| 38.34040451 | 1 | < 0.1% |
| 38.23053741 | 1 | < 0.1% |
| 38.15729141 | 2 | |
| 38.12067032 | 1 | < 0.1% |
| 38.09625626 | 1 | < 0.1% |
| 38.04742432 | 2 | |
| 38.03521729 | 2 | |
| 37.97418213 | 1 | < 0.1% |
| 37.82769394 | 1 | < 0.1% |
| 37.80327606 | 3 |
h_cent_th
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 11185 |
|---|---|
| Distinct (%) | 85.4% |
| Missing | 3 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 52.883192 |
| Minimum | 16.216573 |
|---|---|
| Maximum | 86.951979 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 102.5 KiB |
Quantile statistics
| Minimum | 16.216573 |
|---|---|
| 5-th percentile | 29.585494 |
| Q1 | 40.836264 |
| median | 53.287868 |
| Q3 | 66.390607 |
| 95-th percentile | 71.146362 |
| Maximum | 86.951979 |
| Range | 70.735406 |
| Interquartile range (IQR) | 25.554342 |
Descriptive statistics
| Standard deviation | 14.166843 |
|---|---|
| Coefficient of variation (CV) | 0.26788933 |
| Kurtosis | -1.2015206 |
| Mean | 52.883192 |
| Median Absolute Deviation (MAD) | 12.892157 |
| Skewness | -0.24230749 |
| Sum | 692822.7 |
| Variance | 200.69944 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 65.227211 | 19 | 0.1% |
| 65.44694519 | 18 | 0.1% |
| 65.52018738 | 16 | 0.1% |
| 65.49577332 | 16 | 0.1% |
| 65.15396881 | 15 | 0.1% |
| 65.83757782 | 15 | 0.1% |
| 65.34928131 | 14 | 0.1% |
| 65.73992157 | 14 | 0.1% |
| 65.00747681 | 13 | 0.1% |
| 65.64226532 | 13 | 0.1% |
| Other values (11175) | 12948 |
| Value | Count | Frequency (%) |
| 16.21657311 | 1 | |
| 17.02229716 | 1 | |
| 17.41081047 | 1 | |
| 17.47689982 | 1 | |
| 17.51054024 | 1 | |
| 17.79036917 | 1 | |
| 17.89910507 | 1 | |
| 17.94822103 | 1 | |
| 18.37615232 | 1 | |
| 18.39557258 | 1 |
| Value | Count | Frequency (%) |
| 86.95197932 | 1 | |
| 85.82075852 | 1 | |
| 85.62056204 | 1 | |
| 85.61448514 | 1 | |
| 85.32232053 | 1 | |
| 83.17838947 | 1 | |
| 82.65174885 | 1 | |
| 82.33099952 | 1 | |
| 82.07647705 | 1 | |
| 82.02844395 | 1 |
t_al_princ_th
Real number (ℝ)
| Distinct | 3644 |
|---|---|
| Distinct (%) | 27.8% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.153857 |
| Minimum | 17.462379 |
|---|---|
| Maximum | 26.645691 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 102.5 KiB |
Quantile statistics
| Minimum | 17.462379 |
|---|---|
| 5-th percentile | 19.184029 |
| Q1 | 20.225693 |
| median | 21.137154 |
| Q3 | 22.037758 |
| 95-th percentile | 23.245804 |
| Maximum | 26.645691 |
| Range | 9.1833115 |
| Interquartile range (IQR) | 1.8120651 |
Descriptive statistics
| Standard deviation | 1.252494 |
|---|---|
| Coefficient of variation (CV) | 0.05920878 |
| Kurtosis | -0.13463855 |
| Mean | 21.153857 |
| Median Absolute Deviation (MAD) | 0.91145325 |
| Skewness | 0.229271 |
| Sum | 277178.98 |
| Variance | 1.5687413 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 20.75376129 | 114 | 0.9% |
| 21.00694275 | 88 | 0.7% |
| 20.61270142 | 79 | 0.6% |
| 22.05584717 | 78 | 0.6% |
| 21.40480042 | 77 | 0.6% |
| 20.48249054 | 76 | 0.6% |
| 21.80265808 | 75 | 0.6% |
| 21.14800262 | 75 | 0.6% |
| 21.14438629 | 75 | 0.6% |
| 20.88034821 | 70 | 0.5% |
| Other values (3634) | 12296 |
| Value | Count | Frequency (%) |
| 17.46237946 | 1 | < 0.1% |
| 17.59259033 | 1 | < 0.1% |
| 17.71918488 | 2 | |
| 17.73365021 | 1 | < 0.1% |
| 17.73726654 | 1 | < 0.1% |
| 17.84577179 | 1 | < 0.1% |
| 17.85662842 | 3 | |
| 17.86024475 | 1 | < 0.1% |
| 17.96151733 | 1 | < 0.1% |
| 17.979599 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 26.64569092 | 1 | |
| 26.54635981 | 1 | |
| 26.39611816 | 1 | |
| 26.3563385 | 1 | |
| 26.25144196 | 1 | |
| 26.13932037 | 1 | |
| 25.99464417 | 1 | |
| 25.94400787 | 1 | |
| 25.88274799 | 1 | |
| 25.73834419 | 1 |
h_al_princ_th
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 6242 |
|---|---|
| Distinct (%) | 47.6% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44.195312 |
| Minimum | 20.525896 |
|---|---|
| Maximum | 60.445585 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 102.5 KiB |
Quantile statistics
| Minimum | 20.525896 |
|---|---|
| 5-th percentile | 32.622275 |
| Q1 | 40.960716 |
| median | 44.865162 |
| Q3 | 48.216869 |
| 95-th percentile | 53.037155 |
| Maximum | 60.445585 |
| Range | 39.919688 |
| Interquartile range (IQR) | 7.2561533 |
Descriptive statistics
| Standard deviation | 6.0707025 |
|---|---|
| Coefficient of variation (CV) | 0.13736078 |
| Kurtosis | 0.63843714 |
| Mean | 44.195312 |
| Median Absolute Deviation (MAD) | 3.6157417 |
| Skewness | -0.66258929 |
| Sum | 579091.18 |
| Variance | 36.853428 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 46.18894577 | 28 | 0.2% |
| 45.51258469 | 26 | 0.2% |
| 45.7910881 | 24 | 0.2% |
| 45.24855423 | 24 | 0.2% |
| 46.32638931 | 24 | 0.2% |
| 45.37514496 | 23 | 0.2% |
| 46.04788589 | 22 | 0.2% |
| 46.05512238 | 22 | 0.2% |
| 45.10749435 | 22 | 0.2% |
| 44.70963669 | 21 | 0.2% |
| Other values (6232) | 12867 |
| Value | Count | Frequency (%) |
| 20.52589607 | 1 | |
| 21.05396461 | 1 | |
| 21.32523155 | 1 | |
| 21.37602078 | 1 | |
| 21.50969315 | 1 | |
| 21.53139496 | 1 | |
| 21.73032379 | 1 | |
| 21.75925827 | 2 | |
| 21.90798347 | 1 | |
| 22.05096301 | 1 |
| Value | Count | Frequency (%) |
| 60.44558457 | 1 | < 0.1% |
| 60.14515995 | 1 | < 0.1% |
| 59.47265625 | 1 | < 0.1% |
| 59.34244537 | 1 | < 0.1% |
| 59.21947098 | 1 | < 0.1% |
| 59.20500565 | 1 | < 0.1% |
| 59.07479477 | 3 | |
| 59.06032944 | 1 | < 0.1% |
| 59.05243494 | 1 | < 0.1% |
| 58.95182037 | 1 | < 0.1% |
t_al_prod_th
Real number (ℝ)
| Distinct | 1949 |
|---|---|
| Distinct (%) | 14.9% |
| Missing | 5 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.309929 |
| Minimum | 19.399305 |
|---|---|
| Maximum | 26.199074 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 102.5 KiB |
Quantile statistics
| Minimum | 19.399305 |
|---|---|
| 5-th percentile | 19.630606 |
| Q1 | 20.083971 |
| median | 20.288324 |
| Q3 | 20.426504 |
| 95-th percentile | 21.241377 |
| Maximum | 26.199074 |
| Range | 6.7997684 |
| Interquartile range (IQR) | 0.34253311 |
Descriptive statistics
| Standard deviation | 0.48786895 |
|---|---|
| Coefficient of variation (CV) | 0.024021204 |
| Kurtosis | 9.230496 |
| Mean | 20.309929 |
| Median Absolute Deviation (MAD) | 0.19819069 |
| Skewness | 2.237798 |
| Sum | 266039.76 |
| Variance | 0.23801612 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 20.42650414 | 712 | 5.4% |
| 20.22395706 | 527 | 4.0% |
| 20.3614006 | 517 | 3.9% |
| 20.08651543 | 381 | 2.9% |
| 20.15885353 | 368 | 2.8% |
| 20.2890625 | 348 | 2.7% |
| 20.49884224 | 257 | 2.0% |
| 20.49160767 | 225 | 1.7% |
| 19.60908508 | 225 | 1.7% |
| 20.0214119 | 209 | 1.6% |
| Other values (1939) | 9330 |
| Value | Count | Frequency (%) |
| 19.39930534 | 1 | < 0.1% |
| 19.46440887 | 7 | 0.1% |
| 19.47164345 | 35 | |
| 19.47345161 | 2 | < 0.1% |
| 19.47730134 | 1 | < 0.1% |
| 19.48249435 | 1 | < 0.1% |
| 19.48791885 | 1 | < 0.1% |
| 19.49153519 | 3 | < 0.1% |
| 19.49515343 | 1 | < 0.1% |
| 19.49696159 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 26.19907379 | 1 | < 0.1% |
| 24.16275978 | 1 | < 0.1% |
| 24 | 1 | < 0.1% |
| 23.54353333 | 1 | < 0.1% |
| 23.47662163 | 2 | |
| 23.41151619 | 1 | < 0.1% |
| 23.38258171 | 1 | < 0.1% |
| 23.27407455 | 3 | |
| 23.25418091 | 1 | < 0.1% |
| 23.20897102 | 1 | < 0.1% |
h_al_prod_th
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 5004 |
|---|---|
| Distinct (%) | 38.2% |
| Missing | 4 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 47.745456 |
| Minimum | 25.625723 |
|---|---|
| Maximum | 59.357064 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 102.5 KiB |
Quantile statistics
| Minimum | 25.625723 |
|---|---|
| 5-th percentile | 37.909483 |
| Q1 | 45.38235 |
| median | 49.348072 |
| Q3 | 51.388938 |
| 95-th percentile | 52.955783 |
| Maximum | 59.357064 |
| Range | 33.731341 |
| Interquartile range (IQR) | 6.0065879 |
Descriptive statistics
| Standard deviation | 4.9302737 |
|---|---|
| Coefficient of variation (CV) | 0.10326163 |
| Kurtosis | 1.3318729 |
| Mean | 47.745456 |
| Median Absolute Deviation (MAD) | 2.5232316 |
| Skewness | -1.2547219 |
| Sum | 625465.47 |
| Variance | 24.307599 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 52.19907379 | 107 | 0.8% |
| 51.79397964 | 98 | 0.7% |
| 51.92419052 | 85 | 0.6% |
| 52.60416412 | 62 | 0.5% |
| 51.38888931 | 60 | 0.5% |
| 52.32928085 | 57 | 0.4% |
| 50.99826431 | 57 | 0.4% |
| 50.35902786 | 56 | 0.4% |
| 51.93865585 | 56 | 0.4% |
| 52.06886673 | 54 | 0.4% |
| Other values (4994) | 12408 |
| Value | Count | Frequency (%) |
| 25.62572289 | 1 | |
| 25.91745399 | 1 | |
| 26.00911331 | 1 | |
| 26.08923146 | 1 | |
| 26.15161265 | 1 | |
| 26.4537951 | 1 | |
| 26.54803276 | 1 | |
| 26.59842179 | 1 | |
| 26.67462349 | 1 | |
| 26.67823982 | 1 |
| Value | Count | Frequency (%) |
| 59.35706422 | 1 | |
| 59.06394577 | 1 | |
| 58.94097137 | 1 | |
| 58.14987043 | 1 | |
| 57.89588936 | 1 | |
| 57.38200734 | 1 | |
| 57.33602142 | 1 | |
| 57.10848196 | 1 | |
| 57.09007263 | 1 | |
| 56.95167542 | 1 |
| h_al_princ_th | h_al_prod_th | h_bio_th | h_cent_th | t_al_princ_th | t_al_prod_th | t_bio_th | t_cent_th | |
|---|---|---|---|---|---|---|---|---|
| h_al_princ_th | 1.000 | 0.583 | 0.703 | 0.747 | -0.205 | 0.268 | -0.031 | -0.045 |
| h_al_prod_th | 0.583 | 1.000 | 0.466 | 0.572 | -0.133 | 0.097 | 0.116 | 0.011 |
| h_bio_th | 0.703 | 0.466 | 1.000 | 0.746 | -0.049 | 0.201 | -0.467 | -0.188 |
| h_cent_th | 0.747 | 0.572 | 0.746 | 1.000 | -0.100 | 0.273 | -0.075 | -0.449 |
| t_al_princ_th | -0.205 | -0.133 | -0.049 | -0.100 | 1.000 | 0.055 | -0.011 | 0.065 |
| t_al_prod_th | 0.268 | 0.097 | 0.201 | 0.273 | 0.055 | 1.000 | 0.091 | 0.023 |
| t_bio_th | -0.031 | 0.116 | -0.467 | -0.075 | -0.011 | 0.091 | 1.000 | 0.200 |
| t_cent_th | -0.045 | 0.011 | -0.188 | -0.449 | 0.065 | 0.023 | 0.200 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| datetime_th | t_bio_th | h_bio_th | t_cent_th | h_cent_th | t_al_princ_th | h_al_princ_th | t_al_prod_th | h_al_prod_th | |
|---|---|---|---|---|---|---|---|---|---|
| 0 | 2023-03-14 23:00:00+00:00 | 23.931585 | 34.801435 | 22.854169 | 35.223422 | 18.901909 | 35.290073 | 20.247395 | 48.842590 |
| 1 | 2023-03-15 00:00:00+00:00 | 23.747978 | 34.404315 | 21.562853 | 36.619001 | 18.786171 | 35.456451 | 20.247395 | 48.712383 |
| 2 | 2023-03-15 01:00:00+00:00 | 23.615734 | 33.789356 | 22.580972 | 33.759999 | 18.453837 | 35.040508 | 20.133463 | 48.571323 |
| 3 | 2023-03-15 02:00:00+00:00 | 19.906570 | 38.749275 | 19.631797 | 38.061402 | 18.422140 | 33.698639 | 20.133463 | 48.296440 |
| 4 | 2023-03-15 03:00:00+00:00 | 19.037770 | 39.895817 | 19.551820 | 37.560487 | 18.726911 | 32.628036 | 19.997829 | 48.166233 |
| 5 | 2023-03-15 04:00:00+00:00 | 18.822206 | 40.209470 | 19.900759 | 36.465416 | 18.828992 | 31.958912 | 19.864004 | 48.036022 |
| 6 | 2023-03-15 05:00:00+00:00 | 19.198036 | 39.236556 | 20.598469 | 34.883911 | 20.788322 | 31.089675 | 19.726562 | 47.902199 |
| 7 | 2023-03-15 06:00:00+00:00 | 19.320533 | 39.143965 | 20.919818 | 34.474372 | 20.525446 | 30.300660 | 19.968895 | 47.902199 |
| 8 | 2023-03-15 07:00:00+00:00 | 19.245629 | 39.165864 | 20.549639 | 35.492381 | 20.097143 | 30.219183 | 20.202185 | 44.788048 |
| 9 | 2023-03-15 08:00:00+00:00 | 19.345609 | 40.209064 | 20.574053 | 37.013290 | 20.175056 | 30.732782 | 20.202185 | 45.601852 |
| datetime_th | t_bio_th | h_bio_th | t_cent_th | h_cent_th | t_al_princ_th | h_al_princ_th | t_al_prod_th | h_al_prod_th | |
|---|---|---|---|---|---|---|---|---|---|
| 13094 | 2024-09-10 13:00:00+00:00 | 18.350780 | 69.109161 | 18.955292 | 69.508555 | 21.151619 | 45.375145 | 20.901390 | 45.888538 |
| 13095 | 2024-09-10 14:00:00+00:00 | 18.582720 | 70.281075 | 18.865017 | 65.007477 | 21.278214 | 46.022568 | 20.763947 | 44.007751 |
| 13096 | 2024-09-10 15:00:00+00:00 | 18.643757 | 70.598465 | 18.631550 | 65.703941 | 21.289062 | 46.445747 | 20.901390 | 44.409229 |
| 13097 | 2024-09-10 16:00:00+00:00 | 18.509476 | 70.964691 | 18.216497 | 68.811152 | 21.419273 | 46.532766 | 20.901390 | 45.223030 |
| 13098 | 2024-09-10 17:00:00+00:00 | 18.399609 | 71.477402 | 18.521148 | 66.374702 | 20.944189 | 46.698929 | 20.763947 | 44.817940 |
| 13099 | 2024-09-10 18:00:00+00:00 | 18.594929 | 71.293758 | 18.877224 | 64.958649 | 20.865883 | 46.839989 | 21.306482 | 45.888538 |
| 13100 | 2024-09-10 19:00:00+00:00 | 18.399609 | 72.166002 | 18.865017 | 65.335573 | 20.486107 | 46.724247 | 21.169041 | 43.729252 |
| 13101 | 2024-09-10 20:00:00+00:00 | 18.289743 | 71.672722 | 18.692587 | 68.999299 | 20.105803 | 46.185329 | 20.626505 | 43.327778 |
| 13102 | 2024-09-10 21:00:00+00:00 | 18.399609 | 71.721550 | 18.828394 | 73.986536 | 19.997826 | 46.062355 | 20.357046 | 44.282639 |
| 13103 | 2024-09-10 22:00:00+00:00 | 18.167669 | 72.234261 | 18.460646 | 70.110168 | 19.704857 | 45.530670 | 20.221413 | 44.951763 |